Simple and robust facial portraits recognition under variable lighting conditions based on two-dimensional orthogonal transformations

Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)

Volumn 8156 LNCS, Issue PART 1, 2013, Pages 602-611

  Forczmański, Paweł ^a   Kukharev, Georgy ^a   Shchegoleva, Nadezdha ^b  

^a WEST POMERANIAN UNIVERSITY OF TECHNOLOGY   (Poland)

^b SAINT PETERSBURG ELECTROTECHNICAL UNIVERSITY LETI   (Russian Federation)

Author keywords

DCT; dimensionality reduction; face recognition; illumination compensation; PCA

Indexed keywords

DCT; DIMENSIONALITY REDUCTION; ILLUMINATION COMPENSATION; KARHUNEN LOEVE TRANSFORM (KLT); ORTHOGONAL TRANSFORMATIONS; PCA; SPECTRAL COMPONENTS; TWO DIMENSIONAL DISCRETE COSINE TRANSFORM;

ALGORITHMS; COMPUTERIZED TOMOGRAPHY; IMAGE ANALYSIS; LIGHTING; PRINCIPAL COMPONENT ANALYSIS; TWO DIMENSIONAL;

FACE RECOGNITION;

EID: 84884705275     PISSN: 03029743     EISSN: 16113349     Source Type: Book Series    
DOI: 10.1007/978-3-642-41181-6_61     Document Type: Conference Paper

References (24)

1. Chen, W., Er, M.J., Wu, S.: PCA and LDA in DCT domain. Pattern Recognition Letters 26, 2474-2482 (2005)
2. Chen, W., Er, M.J., Wu, S.: Illumination compensation and normalization for robust face recognition using discrete cosine transform in logarithm domain. IEEE Trans. Syst. Man Cybern. Part B 36(2), 458-466 (2006)
3. Tan, X., Triggs, B.: Preprocessing and Feature Sets for Robust Face Recognition. In: IEEE Conf. on Computer Vision and Pattern Recognition, CVPR 2007, pp. 1-8 (2007)
4. Xie, X., Zheng, W.-S., Lai, J., Yuen, P.C.: Face Illumination Normalization on Large and Small Scale Features. In: IEEE Conf. on Computer Vision and Pattern Recognition, CVPR 2008 Anchorage, pp. 1-8 (2008)
5. Abbas, A., Khalil, M.I., AbdelHay, S., Fahmy, H.M.A.: Illumination invariant face recognition in logarithm discrete cosine transform domain. In: IEEE Inter. Conf. of Image Processing, ICIP 2009, pp. 4157-4160 (2009)
6. Shao, M., Wang, Y.: Joint Features for Face Recognition under Variable Illuminations. In: Fifth Inter. Conf. on Image and Graphics, ICIG 2009, pp. 922-927 (2009)
7. Liau, H.F., Isa, D.: New Illumination Compensation Method for Face Recognition. Inter. Journal of Computer and Network Security 2(3), 308-321 (2010)
8. Han, H., Shan, S., Qing, L., Chen, X., Gao, W.: Lighting Aware Preprocessing for Face Recognition across Varying Illumination. In: Daniilidis, K., Maragos, P., Paragios, N. (eds.) ECCV 2010, Part II. LNCS, vol. 6312, pp. 308-321. Springer, Heidelberg (2010)
9. Goel, T., Nehra, V., Vishwakarma, V.P.: Comparative Analysis of various Illumination Normalization Techniques for Face Recognition. Inter. Journal of Computer Applications 28(9), 1-7 (2011)
10. Cao, X., Shen, W., Yu, L.G., Wang, W.L., Yang, J.Y., Zhang, Z.W.: Illumination invariant extraction for face recognition using neighboring wavelet coefficients. Pattern Recognition 45, 1299-1305 (2012)
11. Choi, S., Choi, C.-H., Kwak, N.: Face recognition based on 2D images under illumination and pose variations. Pattern Recognition Letters 32, 561-571 (2011)
12. The Extended Yale Face Database B, http://vision.ucsd.edu/~leekc/ ExtYaleDatabase/ExtYaleB.html (accessed May 01, 2012)
13. Zhang, T., Fang, B., Tang, Y.Y., Shang, Z., Li, D., Lang, F.: Multiscale facial structure representation for face recognition under varying illumination. Pattern Recognition 42(2), 251-258 (2009)
14. Forczmański, P., Kukharev, G.: Comparative analysis of simple facial features extractors. Journal of Real Time Image Processing 1(4), 239-255 (2007)
15. Hafed, Z.M., Levine, M.D.: Face Recognition Using the Discrete Cosine Transform. International Journal of Computer Vision 43(2), 167-188 (2001)
16. Schwerin, B., Paliwal, K.: Local-DCT features for facial recognition. In: 2nd Inter. Conf. on Signal Processing and Communication Systems, ICSPCS 2008, pp. 1-6 (2008)
17. Kukharev, G., Forczmański, P.: Facial images dimensionality reduction and recognition by means of 2DKLT. Machine Graphics & Vision 16(3/4), 401-425 (2007)
18. Forczmański, P., Kukharev, G., Shchegoleva, N.: An algorithm of face recognition under difficult lighting conditions. Przeglad Elektrotechniczny (Electrical Review) 10b, 201-205 (2012)
19. Jobson, J., Rahman, Z., Woodell, G.A.: Properties and performance of a Center/Surround Retinex. Trans. on Image Processing 6(3), 451-462 (1997)
20. Chen, T., Yin, W., Zhou, X.S., Comaniciu, D., Huang, T.S.: Total variation models for variable lighting face recognition. TPAMI 28(9), 1519-1524 (2006)
21. Struc, V., Vesnicer, B., Mihelic, F., Pavesic, N.: Removing illumination artifacts from face images using the nuisance attribute projection. In: ICASSP 2010, pp. 846-849 (2010)
22. Zhiming, L., Chengjun, L.: Fusion of color, local spatial and global frequency information for face recognition. Pattern Recognition 43(8), 2882-2890 (2010)
23. Akrouf, S., Sehili, M.A., Chakhchoukh, A., Mostefai, M., Youssef, C.: Face Recognition Using: PCA and DCT. In: Proceedings of the 2009 Fifth International Conference on MEMS NANO, Smart Systems, ICMENS 2009, pp. 15-19 (2009)
24. Vishwakarma, V.P., Pandey, S., Gupta, M.N.: An Illumination Invariant Accurate Face Recognition with Down Scaling of DCT Coefficients. Journal of Computing and Information Technology - CIT 18(1), 53-67 (2010)